Simple. To hide it, at least.
1. Right-Click the Taskbar.
2. Click Properties.
3. Make Sure Hide Inactive Items is selected at the bottom, and click customize.
4. Look for safely Remove Hardware, and click to the right of it, where it says Hide When Inactive
5. Change it to Always Hide.
DONE.